Dataset statistics
| Number of variables | 27 |
|---|---|
| Number of observations | 8732 |
| Missing cells | 77706 |
| Missing cells (%) | 33.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.1 MiB |
| Average record size in memory | 247.3 B |
Variable types
| Numeric | 7 |
|---|---|
| Categorical | 16 |
| Boolean | 4 |
mel_mitotic_index has constant value "0/mm^2" | Constant |
isic_id has a high cardinality: 8732 distinct values | High cardinality |
lesion_id has a high cardinality: 8370 distinct values | High cardinality |
patient_id has a high cardinality: 931 distinct values | High cardinality |
attribution is highly imbalanced (51.7%) | Imbalance |
benign_malignant is highly imbalanced (84.3%) | Imbalance |
dermoscopic_type is highly imbalanced (56.3%) | Imbalance |
diagnosis_confirm_type is highly imbalanced (55.1%) | Imbalance |
image_type is highly imbalanced (90.5%) | Imbalance |
mel_type is highly imbalanced (58.6%) | Imbalance |
nevus_type is highly imbalanced (71.4%) | Imbalance |
acquisition_day has 1624 (18.6%) missing values | Missing |
anatom_site_general has 226 (2.6%) missing values | Missing |
clin_size_long_diam_mm has 7906 (90.5%) missing values | Missing |
dermoscopic_type has 190 (2.2%) missing values | Missing |
diagnosis has 6998 (80.1%) missing values | Missing |
diagnosis_confirm_type has 394 (4.5%) missing values | Missing |
lesion_id has 262 (3.0%) missing values | Missing |
mel_class has 8584 (98.3%) missing values | Missing |
mel_thick_mm has 8634 (98.9%) missing values | Missing |
mel_type has 8720 (99.9%) missing values | Missing |
mel_ulcer has 8668 (99.3%) missing values | Missing |
melanocytic has 7869 (90.1%) missing values | Missing |
nevus_type has 8616 (98.7%) missing values | Missing |
patient_id has 262 (3.0%) missing values | Missing |
mel_mitotic_index has 8731 (> 99.9%) missing values | Missing |
isic_id is uniformly distributed | Uniform |
lesion_id is uniformly distributed | Uniform |
isic_id has unique values | Unique |
Reproduction
| Analysis started | 2023-08-15 12:02:42.971146 |
|---|---|
| Analysis finished | 2023-08-15 12:02:50.369341 |
| Duration | 7.4 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
Unnamed: 0
Real number (ℝ)
| Distinct | 5127 |
|---|---|
| Distinct (%) | 58.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2248.8217 |
| Minimum | 0 |
|---|---|
| Maximum | 5126 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 136.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 218 |
| Q1 | 1091 |
| median | 2182.5 |
| Q3 | 3274 |
| 95-th percentile | 4689.45 |
| Maximum | 5126 |
| Range | 5126 |
| Interquartile range (IQR) | 2183 |
Descriptive statistics
| Standard deviation | 1368.8947 |
|---|---|
| Coefficient of variation (CV) | 0.60871644 |
| Kurtosis | -0.93115469 |
| Mean | 2248.8217 |
| Median Absolute Deviation (MAD) | 1091.5 |
| Skewness | 0.2317578 |
| Sum | 19636711 |
| Variance | 1873872.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2 | < 0.1% |
| 2367 | 2 | < 0.1% |
| 2397 | 2 | < 0.1% |
| 2398 | 2 | < 0.1% |
| 2399 | 2 | < 0.1% |
| 2400 | 2 | < 0.1% |
| 2401 | 2 | < 0.1% |
| 2402 | 2 | < 0.1% |
| 2403 | 2 | < 0.1% |
| 2404 | 2 | < 0.1% |
| Other values (5117) | 8712 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 1 | 2 | |
| 2 | 2 | |
| 3 | 2 | |
| 4 | 2 | |
| 5 | 2 | |
| 6 | 2 | |
| 7 | 2 | |
| 8 | 2 | |
| 9 | 2 |
| Value | Count | Frequency (%) |
| 5126 | 1 | |
| 5125 | 1 | |
| 5124 | 1 | |
| 5123 | 1 | |
| 5122 | 1 | |
| 5121 | 1 | |
| 5120 | 1 | |
| 5119 | 1 | |
| 5118 | 1 | |
| 5117 | 1 |
isic_id
Categorical
HIGH CARDINALITY  UNIFORM  UNIQUE 
| Distinct | 8732 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 136.4 KiB |
| ISIC_3079785 | 1 |
|---|---|
| ISIC_4425604 | 1 |
| ISIC_0963117 | 1 |
| ISIC_1693686 | 1 |
| ISIC_5435863 | 1 |
| Other values (8727) |
Length
| Max length | 12 |
|---|---|
| Median length | 12 |
| Mean length | 12 |
| Min length | 12 |
Characters and Unicode
| Total characters | 104784 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 8732 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | ISIC_3079785 |
|---|---|
| 2nd row | ISIC_2107859 |
| 3rd row | ISIC_3443621 |
| 4th row | ISIC_2368449 |
| 5th row | ISIC_0094098 |
Common Values
| Value | Count | Frequency (%) |
| ISIC_3079785 | 1 | < 0.1% |
| ISIC_4425604 | 1 | < 0.1% |
| ISIC_0963117 | 1 | < 0.1% |
| ISIC_1693686 | 1 | < 0.1% |
| ISIC_5435863 | 1 | < 0.1% |
| ISIC_3298596 | 1 | < 0.1% |
| ISIC_1384413 | 1 | < 0.1% |
| ISIC_9800787 | 1 | < 0.1% |
| ISIC_4325003 | 1 | < 0.1% |
| ISIC_9489038 | 1 | < 0.1% |
| Other values (8722) | 8722 |
Length
| Value | Count | Frequency (%) |
| isic_3079785 | 1 | < 0.1% |
| isic_5911355 | 1 | < 0.1% |
| isic_5948139 | 1 | < 0.1% |
| isic_0942544 | 1 | < 0.1% |
| isic_6168031 | 1 | < 0.1% |
| isic_3550047 | 1 | < 0.1% |
| isic_1714551 | 1 | < 0.1% |
| isic_1497097 | 1 | < 0.1% |
| isic_4326975 | 1 | < 0.1% |
| isic_8954688 | 1 | < 0.1% |
| Other values (8722) | 8722 |
Most occurring characters
| Value | Count | Frequency (%) |
| I | 17464 | |
| S | 8732 | 8.3% |
| C | 8732 | 8.3% |
| _ | 8732 | 8.3% |
| 0 | 6533 | 6.2% |
| 2 | 6218 | 5.9% |
| 3 | 6119 | 5.8% |
| 1 | 6109 | 5.8% |
| 5 | 6063 | 5.8% |
| 8 | 6057 | 5.8% |
| Other values (4) | 24025 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 61124 | |
| Uppercase Letter | 34928 | |
| Connector Punctuation | 8732 | 8.3% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 6533 | |
| 2 | 6218 | |
| 3 | 6119 | |
| 1 | 6109 | |
| 5 | 6063 | |
| 8 | 6057 | |
| 4 | 6045 | |
| 7 | 6042 | |
| 6 | 5983 | |
| 9 | 5955 |
Uppercase Letter
| Value | Count | Frequency (%) |
| I | 17464 | |
| S | 8732 | |
| C | 8732 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 8732 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 69856 | |
| Latin | 34928 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| _ | 8732 | |
| 0 | 6533 | |
| 2 | 6218 | |
| 3 | 6119 | |
| 1 | 6109 | |
| 5 | 6063 | |
| 8 | 6057 | |
| 4 | 6045 | |
| 7 | 6042 | |
| 6 | 5983 |
Latin
| Value | Count | Frequency (%) |
| I | 17464 | |
| S | 8732 | |
| C | 8732 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 104784 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| I | 17464 | |
| S | 8732 | 8.3% |
| C | 8732 | 8.3% |
| _ | 8732 | 8.3% |
| 0 | 6533 | 6.2% |
| 2 | 6218 | 5.9% |
| 3 | 6119 | 5.8% |
| 1 | 6109 | 5.8% |
| 5 | 6063 | 5.8% |
| 8 | 6057 | 5.8% |
| Other values (4) | 24025 |
attribution
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 136.4 KiB |
| The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre | |
|---|---|
| Hospital Italiano de Buenos Aires | |
| Memorial Sloan Kettering Cancer Center | 601 |
| Anonymous | 262 |
Length
| Max length | 108 |
|---|---|
| Median length | 108 |
| Mean length | 93.675332 |
| Min length | 9 |
Characters and Unicode
| Total characters | 817973 |
|---|---|
| Distinct characters | 34 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Hospital Italiano de Buenos Aires |
|---|---|
| 2nd row | Hospital Italiano de Buenos Aires |
| 3rd row | Hospital Italiano de Buenos Aires |
| 4th row | Hospital Italiano de Buenos Aires |
| 5th row | Hospital Italiano de Buenos Aires |
Common Values
| Value | Count | Frequency (%) |
| The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre | 7108 | |
| Hospital Italiano de Buenos Aires | 761 | 8.7% |
| Memorial Sloan Kettering Cancer Center | 601 | 6.9% |
| Anonymous | 262 | 3.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| the | 14216 | |
| of | 14216 | |
| queensland | 14216 | |
| university | 14216 | |
| diamantina | 7108 | |
| institute | 7108 | |
| dermatology | 7108 | |
| research | 7108 | |
| centre | 7108 | |
| buenos | 761 | 0.8% |
| Other values (10) | 6311 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 105401 | |
| 90744 | 11.1% | |
| n | 75530 | 9.2% |
| t | 60189 | 7.4% |
| a | 53842 | 6.6% |
| i | 53241 | 6.5% |
| s | 45193 | 5.5% |
| r | 38705 | 4.7% |
| o | 32441 | 4.0% |
| l | 24048 | 2.9% |
| Other values (24) | 238639 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 628514 | |
| Space Separator | 90744 | 11.1% |
| Uppercase Letter | 84499 | 10.3% |
| Other Punctuation | 14216 | 1.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 105401 | |
| n | 75530 | |
| t | 60189 | |
| a | 53842 | |
| i | 53241 | |
| s | 45193 | 7.2% |
| r | 38705 | 6.2% |
| o | 32441 | 5.2% |
| l | 24048 | 3.8% |
| u | 22347 | 3.6% |
| Other values (9) | 117577 |
Uppercase Letter
| Value | Count | Frequency (%) |
| D | 14216 | |
| T | 14216 | |
| Q | 14216 | |
| U | 14216 | |
| C | 8310 | |
| I | 7869 | |
| R | 7108 | |
| A | 1023 | 1.2% |
| H | 761 | 0.9% |
| B | 761 | 0.9% |
| Other values (3) | 1803 | 2.1% |
Space Separator
| Value | Count | Frequency (%) |
| 90744 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 14216 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 713013 | |
| Common | 104960 | 12.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 105401 | |
| n | 75530 | 10.6% |
| t | 60189 | 8.4% |
| a | 53842 | 7.6% |
| i | 53241 | 7.5% |
| s | 45193 | 6.3% |
| r | 38705 | 5.4% |
| o | 32441 | 4.5% |
| l | 24048 | 3.4% |
| u | 22347 | 3.1% |
| Other values (22) | 202076 |
Common
| Value | Count | Frequency (%) |
| 90744 | ||
| , | 14216 | 13.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 817973 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 105401 | |
| 90744 | 11.1% | |
| n | 75530 | 9.2% |
| t | 60189 | 7.4% |
| a | 53842 | 6.6% |
| i | 53241 | 6.5% |
| s | 45193 | 5.5% |
| r | 38705 | 4.7% |
| o | 32441 | 4.0% |
| l | 24048 | 2.9% |
| Other values (24) | 238639 |
copyright_license
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 136.4 KiB |
| CC-BY | |
|---|---|
| CC-0 | |
| CC-BY-NC |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 5.1626202 |
| Min length | 4 |
Characters and Unicode
| Total characters | 45080 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CC-BY-NC |
|---|---|
| 2nd row | CC-BY-NC |
| 3rd row | CC-BY-NC |
| 4th row | CC-BY-NC |
| 5th row | CC-BY-NC |
Common Values
| Value | Count | Frequency (%) |
| CC-BY | 7108 | |
| CC-0 | 863 | 9.9% |
| CC-BY-NC | 761 | 8.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| cc-by | 7108 | |
| cc-0 | 863 | 9.9% |
| cc-by-nc | 761 | 8.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 18225 | |
| - | 9493 | |
| B | 7869 | |
| Y | 7869 | |
| 0 | 863 | 1.9% |
| N | 761 | 1.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 34724 | |
| Dash Punctuation | 9493 | 21.1% |
| Decimal Number | 863 | 1.9% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 18225 | |
| B | 7869 | |
| Y | 7869 | |
| N | 761 | 2.2% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 9493 |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 863 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 34724 | |
| Common | 10356 | 23.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| C | 18225 | |
| B | 7869 | |
| Y | 7869 | |
| N | 761 | 2.2% |
Common
| Value | Count | Frequency (%) |
| - | 9493 | |
| 0 | 863 | 8.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 45080 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| C | 18225 | |
| - | 9493 | |
| B | 7869 | |
| Y | 7869 | |
| 0 | 863 | 1.9% |
| N | 761 | 1.7% |
acquisition_day
Real number (ℝ)
| Distinct | 314 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 1624 |
| Missing (%) | 18.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 225.86593 |
| Minimum | 1 |
|---|---|
| Maximum | 1021 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 136.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 174 |
| Q3 | 371 |
| 95-th percentile | 805 |
| Maximum | 1021 |
| Range | 1020 |
| Interquartile range (IQR) | 370 |
Descriptive statistics
| Standard deviation | 251.12056 |
|---|---|
| Coefficient of variation (CV) | 1.1118125 |
| Kurtosis | 0.56172615 |
| Mean | 225.86593 |
| Median Absolute Deviation (MAD) | 173 |
| Skewness | 1.1107538 |
| Sum | 1605455 |
| Variance | 63061.535 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2776 | |
| 176 | 161 | 1.8% |
| 348 | 160 | 1.8% |
| 183 | 155 | 1.8% |
| 116 | 92 | 1.1% |
| 488 | 86 | 1.0% |
| 661 | 84 | 1.0% |
| 358 | 84 | 1.0% |
| 372 | 83 | 1.0% |
| 387 | 80 | 0.9% |
| Other values (304) | 3347 | |
| (Missing) | 1624 |
| Value | Count | Frequency (%) |
| 1 | 2776 | |
| 5 | 1 | < 0.1% |
| 50 | 1 | < 0.1% |
| 74 | 1 | < 0.1% |
| 85 | 1 | < 0.1% |
| 92 | 11 | 0.1% |
| 94 | 2 | < 0.1% |
| 96 | 19 | 0.2% |
| 99 | 1 | < 0.1% |
| 104 | 12 | 0.1% |
| Value | Count | Frequency (%) |
| 1021 | 14 | |
| 1017 | 11 | |
| 995 | 9 | |
| 986 | 9 | |
| 982 | 9 | |
| 979 | 12 | |
| 967 | 16 | |
| 964 | 4 | < 0.1% |
| 961 | 3 | < 0.1% |
| 959 | 6 | 0.1% |
age_approx
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.010994 |
| Minimum | 15 |
|---|---|
| Maximum | 85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 136.4 KiB |
Quantile statistics
| Minimum | 15 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 40 |
| median | 50 |
| Q3 | 65 |
| 95-th percentile | 75 |
| Maximum | 85 |
| Range | 70 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 14.27569 |
|---|---|
| Coefficient of variation (CV) | 0.27447447 |
| Kurtosis | -0.64190445 |
| Mean | 52.010994 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -0.117077 |
| Sum | 454160 |
| Variance | 203.79532 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 45 | 1176 | |
| 60 | 1063 | |
| 65 | 1023 | |
| 50 | 1021 | |
| 55 | 943 | |
| 70 | 746 | |
| 35 | 658 | |
| 40 | 657 | |
| 30 | 523 | |
| 75 | 306 | 3.5% |
| Other values (5) | 616 |
| Value | Count | Frequency (%) |
| 15 | 2 | < 0.1% |
| 20 | 149 | 1.7% |
| 25 | 230 | 2.6% |
| 30 | 523 | |
| 35 | 658 | |
| 40 | 657 | |
| 45 | 1176 | |
| 50 | 1021 | |
| 55 | 943 | |
| 60 | 1063 |
| Value | Count | Frequency (%) |
| 85 | 64 | 0.7% |
| 80 | 171 | 2.0% |
| 75 | 306 | 3.5% |
| 70 | 746 | |
| 65 | 1023 | |
| 60 | 1063 | |
| 55 | 943 | |
| 50 | 1021 | |
| 45 | 1176 | |
| 40 | 657 |
anatom_site_general
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 226 |
| Missing (%) | 2.6% |
| Memory size | 136.4 KiB |
| posterior torso | |
|---|---|
| lower extremity | |
| upper extremity | |
| anterior torso | |
| head/neck | |
| Other values (3) |
Length
| Max length | 15 |
|---|---|
| Median length | 15 |
| Mean length | 14.218199 |
| Min length | 9 |
Characters and Unicode
| Total characters | 120940 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | lower extremity |
|---|---|
| 2nd row | head/neck |
| 3rd row | head/neck |
| 4th row | head/neck |
| 5th row | posterior torso |
Common Values
| Value | Count | Frequency (%) |
| posterior torso | 2652 | |
| lower extremity | 1843 | |
| upper extremity | 1571 | |
| anterior torso | 1385 | |
| head/neck | 775 | 8.9% |
| lateral torso | 249 | 2.9% |
| palms/soles | 24 | 0.3% |
| oral/genital | 7 | 0.1% |
| (Missing) | 226 | 2.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| torso | 4286 | |
| extremity | 3414 | |
| posterior | 2652 | |
| lower | 1843 | |
| upper | 1571 | 9.7% |
| anterior | 1385 | 8.5% |
| head/neck | 775 | 4.8% |
| lateral | 249 | 1.5% |
| palms/soles | 24 | 0.1% |
| oral/genital | 7 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 19444 | |
| o | 17135 | |
| e | 16109 | |
| t | 15407 | |
| 7700 | 6.4% | |
| i | 7458 | 6.2% |
| s | 7010 | 5.8% |
| p | 5818 | 4.8% |
| m | 3438 | 2.8% |
| x | 3414 | 2.8% |
| Other values (12) | 18007 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 112434 | |
| Space Separator | 7700 | 6.4% |
| Other Punctuation | 806 | 0.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 19444 | |
| o | 17135 | |
| e | 16109 | |
| t | 15407 | |
| i | 7458 | 6.6% |
| s | 7010 | 6.2% |
| p | 5818 | 5.2% |
| m | 3438 | 3.1% |
| x | 3414 | 3.0% |
| y | 3414 | 3.0% |
| Other values (10) | 13787 |
Space Separator
| Value | Count | Frequency (%) |
| 7700 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 806 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 112434 | |
| Common | 8506 | 7.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 19444 | |
| o | 17135 | |
| e | 16109 | |
| t | 15407 | |
| i | 7458 | 6.6% |
| s | 7010 | 6.2% |
| p | 5818 | 5.2% |
| m | 3438 | 3.1% |
| x | 3414 | 3.0% |
| y | 3414 | 3.0% |
| Other values (10) | 13787 |
Common
| Value | Count | Frequency (%) |
| 7700 | ||
| / | 806 | 9.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 120940 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 19444 | |
| o | 17135 | |
| e | 16109 | |
| t | 15407 | |
| 7700 | 6.4% | |
| i | 7458 | 6.2% |
| s | 7010 | 5.8% |
| p | 5818 | 4.8% |
| m | 3438 | 2.8% |
| x | 3414 | 2.8% |
| Other values (12) | 18007 |
benign_malignant
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 136.4 KiB |
| benign | |
|---|---|
| malignant | 389 |
| indeterminate/benign | 32 |
| indeterminate/malignant | 14 |
Length
| Max length | 23 |
|---|---|
| Median length | 6 |
| Mean length | 6.2122323 |
| Min length | 6 |
Characters and Unicode
| Total characters | 54239 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | benign |
|---|---|
| 2nd row | malignant |
| 3rd row | benign |
| 4th row | malignant |
| 5th row | malignant |
Common Values
| Value | Count | Frequency (%) |
| benign | 8296 | |
| malignant | 389 | 4.5% |
| indeterminate/benign | 32 | 0.4% |
| indeterminate/malignant | 14 | 0.2% |
| (Missing) | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| benign | 8296 | |
| malignant | 389 | 4.5% |
| indeterminate/benign | 32 | 0.4% |
| indeterminate/malignant | 14 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 17554 | |
| i | 8823 | |
| g | 8731 | |
| e | 8466 | |
| b | 8328 | |
| a | 852 | 1.6% |
| t | 495 | 0.9% |
| m | 449 | 0.8% |
| l | 403 | 0.7% |
| d | 46 | 0.1% |
| Other values (2) | 92 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 54193 | |
| Other Punctuation | 46 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 17554 | |
| i | 8823 | |
| g | 8731 | |
| e | 8466 | |
| b | 8328 | |
| a | 852 | 1.6% |
| t | 495 | 0.9% |
| m | 449 | 0.8% |
| l | 403 | 0.7% |
| d | 46 | 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 46 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 54193 | |
| Common | 46 | 0.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 17554 | |
| i | 8823 | |
| g | 8731 | |
| e | 8466 | |
| b | 8328 | |
| a | 852 | 1.6% |
| t | 495 | 0.9% |
| m | 449 | 0.8% |
| l | 403 | 0.7% |
| d | 46 | 0.1% |
Common
| Value | Count | Frequency (%) |
| / | 46 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 54239 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 17554 | |
| i | 8823 | |
| g | 8731 | |
| e | 8466 | |
| b | 8328 | |
| a | 852 | 1.6% |
| t | 495 | 0.9% |
| m | 449 | 0.8% |
| l | 403 | 0.7% |
| d | 46 | 0.1% |
| Other values (2) | 92 | 0.2% |
clin_size_long_diam_mm
Real number (ℝ)
| Distinct | 135 |
|---|---|
| Distinct (%) | 16.3% |
| Missing | 7906 |
| Missing (%) | 90.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.3772397 |
| Minimum | 1.1 |
|---|---|
| Maximum | 20 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 136.4 KiB |
Quantile statistics
| Minimum | 1.1 |
|---|---|
| 5-th percentile | 2.8 |
| Q1 | 4.3 |
| median | 5.7 |
| Q3 | 7.675 |
| 95-th percentile | 11.85 |
| Maximum | 20 |
| Range | 18.9 |
| Interquartile range (IQR) | 3.375 |
Descriptive statistics
| Standard deviation | 3.0393205 |
|---|---|
| Coefficient of variation (CV) | 0.47658872 |
| Kurtosis | 3.4139821 |
| Mean | 6.3772397 |
| Median Absolute Deviation (MAD) | 1.6 |
| Skewness | 1.5376735 |
| Sum | 5267.6 |
| Variance | 9.2374692 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4.1 | 23 | 0.3% |
| 5 | 20 | 0.2% |
| 4.8 | 20 | 0.2% |
| 4.4 | 18 | 0.2% |
| 6 | 17 | 0.2% |
| 5.9 | 16 | 0.2% |
| 5.6 | 16 | 0.2% |
| 5.4 | 16 | 0.2% |
| 5.3 | 16 | 0.2% |
| 4.9 | 16 | 0.2% |
| Other values (125) | 648 | 7.4% |
| (Missing) | 7906 |
| Value | Count | Frequency (%) |
| 1.1 | 1 | < 0.1% |
| 1.4 | 2 | |
| 1.5 | 2 | |
| 1.6 | 1 | < 0.1% |
| 1.7 | 1 | < 0.1% |
| 1.8 | 3 | |
| 1.9 | 3 | |
| 2.1 | 3 | |
| 2.2 | 4 | |
| 2.3 | 3 |
| Value | Count | Frequency (%) |
| 20 | 2 | |
| 19.7 | 1 | |
| 19.4 | 1 | |
| 19.1 | 2 | |
| 19 | 1 | |
| 17.9 | 2 | |
| 17.5 | 1 | |
| 17.2 | 2 | |
| 17 | 1 | |
| 16 | 1 |
dermoscopic_type
Categorical
IMBALANCE  MISSING 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 190 |
| Missing (%) | 2.2% |
| Memory size | 136.4 KiB |
| contact non-polarized | |
|---|---|
| contact polarized | |
| non-contact polarized | 123 |
Length
| Max length | 21 |
|---|---|
| Median length | 21 |
| Mean length | 20.435261 |
| Min length | 17 |
Characters and Unicode
| Total characters | 174558 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | contact polarized |
|---|---|
| 2nd row | contact polarized |
| 3rd row | contact polarized |
| 4th row | contact polarized |
| 5th row | contact polarized |
Common Values
| Value | Count | Frequency (%) |
| contact non-polarized | 7213 | |
| contact polarized | 1206 | 13.8% |
| non-contact polarized | 123 | 1.4% |
| (Missing) | 190 | 2.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| contact | 8419 | |
| non-polarized | 7213 | |
| polarized | 1329 | 7.8% |
| non-contact | 123 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 24420 | |
| n | 23214 | |
| c | 17084 | |
| t | 17084 | |
| a | 17084 | |
| 8542 | 4.9% | |
| p | 8542 | 4.9% |
| l | 8542 | 4.9% |
| r | 8542 | 4.9% |
| i | 8542 | 4.9% |
| Other values (4) | 32962 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 158680 | |
| Space Separator | 8542 | 4.9% |
| Dash Punctuation | 7336 | 4.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 24420 | |
| n | 23214 | |
| c | 17084 | |
| t | 17084 | |
| a | 17084 | |
| p | 8542 | 5.4% |
| l | 8542 | 5.4% |
| r | 8542 | 5.4% |
| i | 8542 | 5.4% |
| z | 8542 | 5.4% |
| Other values (2) | 17084 |
Space Separator
| Value | Count | Frequency (%) |
| 8542 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 7336 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 158680 | |
| Common | 15878 | 9.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 24420 | |
| n | 23214 | |
| c | 17084 | |
| t | 17084 | |
| a | 17084 | |
| p | 8542 | 5.4% |
| l | 8542 | 5.4% |
| r | 8542 | 5.4% |
| i | 8542 | 5.4% |
| z | 8542 | 5.4% |
| Other values (2) | 17084 |
Common
| Value | Count | Frequency (%) |
| 8542 | ||
| - | 7336 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 174558 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 24420 | |
| n | 23214 | |
| c | 17084 | |
| t | 17084 | |
| a | 17084 | |
| 8542 | 4.9% | |
| p | 8542 | 4.9% |
| l | 8542 | 4.9% |
| r | 8542 | 4.9% |
| i | 8542 | 4.9% |
| Other values (4) | 32962 |
diagnosis
Categorical
| Distinct | 20 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 6998 |
| Missing (%) | 80.1% |
| Memory size | 136.4 KiB |
| nevus | |
|---|---|
| melanoma | |
| seborrheic keratosis | |
| basal cell carcinoma | 82 |
| lentigo NOS | 51 |
| Other values (15) |
Length
| Max length | 34 |
|---|---|
| Median length | 5 |
| Mean length | 9.2064591 |
| Min length | 4 |
Characters and Unicode
| Total characters | 15964 |
|---|---|
| Distinct characters | 26 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | nevus |
|---|---|
| 2nd row | melanoma |
| 3rd row | solar lentigo |
| 4th row | melanoma |
| 5th row | melanoma |
Common Values
| Value | Count | Frequency (%) |
| nevus | 991 | 11.3% |
| melanoma | 274 | 3.1% |
| seborrheic keratosis | 132 | 1.5% |
| basal cell carcinoma | 82 | 0.9% |
| lentigo NOS | 51 | 0.6% |
| squamous cell carcinoma | 45 | 0.5% |
| actinic keratosis | 30 | 0.3% |
| atypical melanocytic proliferation | 28 | 0.3% |
| lichenoid keratosis | 27 | 0.3% |
| dermatofibroma | 26 | 0.3% |
| Other values (10) | 48 | 0.5% |
| (Missing) | 6998 |
Length
| Value | Count | Frequency (%) |
| nevus | 991 | |
| melanoma | 276 | 11.9% |
| keratosis | 189 | 8.1% |
| seborrheic | 132 | 5.7% |
| cell | 128 | 5.5% |
| carcinoma | 127 | 5.5% |
| basal | 82 | 3.5% |
| lentigo | 64 | 2.8% |
| nos | 51 | 2.2% |
| squamous | 45 | 1.9% |
| Other values (21) | 237 | 10.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 2052 | |
| s | 1731 | |
| n | 1593 | |
| a | 1465 | |
| u | 1103 | 6.9% |
| o | 1043 | 6.5% |
| v | 1011 | 6.3% |
| l | 840 | 5.3% |
| m | 809 | 5.1% |
| i | 788 | 4.9% |
| Other values (16) | 3529 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 15223 | |
| Space Separator | 588 | 3.7% |
| Uppercase Letter | 153 | 1.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 2052 | |
| s | 1731 | |
| n | 1593 | |
| a | 1465 | |
| u | 1103 | 7.2% |
| o | 1043 | 6.9% |
| v | 1011 | 6.6% |
| l | 840 | 5.5% |
| m | 809 | 5.3% |
| i | 788 | 5.2% |
| Other values (12) | 2788 |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 51 | |
| O | 51 | |
| S | 51 |
Space Separator
| Value | Count | Frequency (%) |
| 588 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 15376 | |
| Common | 588 | 3.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 2052 | |
| s | 1731 | |
| n | 1593 | |
| a | 1465 | |
| u | 1103 | 7.2% |
| o | 1043 | 6.8% |
| v | 1011 | 6.6% |
| l | 840 | 5.5% |
| m | 809 | 5.3% |
| i | 788 | 5.1% |
| Other values (15) | 2941 |
Common
| Value | Count | Frequency (%) |
| 588 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 15964 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 2052 | |
| s | 1731 | |
| n | 1593 | |
| a | 1465 | |
| u | 1103 | 6.9% |
| o | 1043 | 6.5% |
| v | 1011 | 6.3% |
| l | 840 | 5.3% |
| m | 809 | 5.1% |
| i | 788 | 4.9% |
| Other values (16) | 3529 |
diagnosis_confirm_type
Categorical
IMBALANCE  MISSING 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 394 |
| Missing (%) | 4.5% |
| Memory size | 136.4 KiB |
| serial imaging showing no change | |
|---|---|
| histopathology | |
| single image expert consensus | 83 |
Length
| Max length | 32 |
|---|---|
| Median length | 32 |
| Mean length | 29.092468 |
| Min length | 14 |
Characters and Unicode
| Total characters | 242573 |
|---|---|
| Distinct characters | 19 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | histopathology |
|---|---|
| 2nd row | histopathology |
| 3rd row | histopathology |
| 4th row | histopathology |
| 5th row | histopathology |
Common Values
| Value | Count | Frequency (%) |
| serial imaging showing no change | 6922 | |
| histopathology | 1333 | 15.3% |
| single image expert consensus | 83 | 1.0% |
| (Missing) | 394 | 4.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| serial | 6922 | |
| imaging | 6922 | |
| showing | 6922 | |
| no | 6922 | |
| change | 6922 | |
| histopathology | 1333 | 3.7% |
| single | 83 | 0.2% |
| image | 83 | 0.2% |
| expert | 83 | 0.2% |
| consensus | 83 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| g | 29187 | |
| i | 29187 | |
| n | 27937 | |
| 27937 | ||
| a | 22182 | |
| o | 17926 | |
| h | 16510 | |
| s | 15509 | |
| e | 14259 | |
| l | 8338 | 3.4% |
| Other values (9) | 33601 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 214636 | |
| Space Separator | 27937 | 11.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| g | 29187 | |
| i | 29187 | |
| n | 27937 | |
| a | 22182 | |
| o | 17926 | |
| h | 16510 | |
| s | 15509 | |
| e | 14259 | |
| l | 8338 | 3.9% |
| m | 7005 | 3.3% |
| Other values (8) | 26596 |
Space Separator
| Value | Count | Frequency (%) |
| 27937 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 214636 | |
| Common | 27937 | 11.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| g | 29187 | |
| i | 29187 | |
| n | 27937 | |
| a | 22182 | |
| o | 17926 | |
| h | 16510 | |
| s | 15509 | |
| e | 14259 | |
| l | 8338 | 3.9% |
| m | 7005 | 3.3% |
| Other values (8) | 26596 |
Common
| Value | Count | Frequency (%) |
| 27937 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 242573 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| g | 29187 | |
| i | 29187 | |
| n | 27937 | |
| 27937 | ||
| a | 22182 | |
| o | 17926 | |
| h | 16510 | |
| s | 15509 | |
| e | 14259 | |
| l | 8338 | 3.4% |
| Other values (9) | 33601 |
family_hx_mm
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 76.7 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 5127 | |
| True | 3605 |
image_type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 136.4 KiB |
| dermoscopic | |
|---|---|
| clinical | 106 |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 10.963578 |
| Min length | 8 |
Characters and Unicode
| Total characters | 95723 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | dermoscopic |
|---|---|
| 2nd row | clinical |
| 3rd row | dermoscopic |
| 4th row | dermoscopic |
| 5th row | clinical |
Common Values
| Value | Count | Frequency (%) |
| dermoscopic | 8625 | |
| clinical | 106 | 1.2% |
| (Missing) | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| dermoscopic | 8625 | |
| clinical | 106 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| c | 17462 | |
| o | 17250 | |
| i | 8837 | |
| d | 8625 | |
| e | 8625 | |
| r | 8625 | |
| m | 8625 | |
| s | 8625 | |
| p | 8625 | |
| l | 212 | 0.2% |
| Other values (2) | 212 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 95723 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| c | 17462 | |
| o | 17250 | |
| i | 8837 | |
| d | 8625 | |
| e | 8625 | |
| r | 8625 | |
| m | 8625 | |
| s | 8625 | |
| p | 8625 | |
| l | 212 | 0.2% |
| Other values (2) | 212 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 95723 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| c | 17462 | |
| o | 17250 | |
| i | 8837 | |
| d | 8625 | |
| e | 8625 | |
| r | 8625 | |
| m | 8625 | |
| s | 8625 | |
| p | 8625 | |
| l | 212 | 0.2% |
| Other values (2) | 212 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 95723 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| c | 17462 | |
| o | 17250 | |
| i | 8837 | |
| d | 8625 | |
| e | 8625 | |
| r | 8625 | |
| m | 8625 | |
| s | 8625 | |
| p | 8625 | |
| l | 212 | 0.2% |
| Other values (2) | 212 | 0.2% |
lesion_id
Categorical
HIGH CARDINALITY  MISSING  UNIFORM 
| Distinct | 8370 |
|---|---|
| Distinct (%) | 98.8% |
| Missing | 262 |
| Missing (%) | 3.0% |
| Memory size | 136.4 KiB |
| IL_6821221 | 6 |
|---|---|
| IL_7051641 | 4 |
| IL_2055980 | 4 |
| IL_8955295 | 3 |
| IL_6361168 | 2 |
| Other values (8365) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 84700 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 8279 ? |
|---|---|
| Unique (%) | 97.7% |
Sample
| 1st row | IL_3797557 |
|---|---|
| 2nd row | IL_3211111 |
| 3rd row | IL_3949403 |
| 4th row | IL_3211111 |
| 5th row | IL_6961144 |
Common Values
| Value | Count | Frequency (%) |
| IL_6821221 | 6 | 0.1% |
| IL_7051641 | 4 | < 0.1% |
| IL_2055980 | 4 | < 0.1% |
| IL_8955295 | 3 | < 0.1% |
| IL_6361168 | 2 | < 0.1% |
| IL_5806562 | 2 | < 0.1% |
| IL_3440737 | 2 | < 0.1% |
| IL_2147560 | 2 | < 0.1% |
| IL_5870994 | 2 | < 0.1% |
| IL_6036150 | 2 | < 0.1% |
| Other values (8360) | 8441 | |
| (Missing) | 262 | 3.0% |
Length
| Value | Count | Frequency (%) |
| il_6821221 | 6 | 0.1% |
| il_2055980 | 4 | < 0.1% |
| il_7051641 | 4 | < 0.1% |
| il_8955295 | 3 | < 0.1% |
| il_3664250 | 2 | < 0.1% |
| il_1694184 | 2 | < 0.1% |
| il_6841868 | 2 | < 0.1% |
| il_5765588 | 2 | < 0.1% |
| il_6961144 | 2 | < 0.1% |
| il_0174675 | 2 | < 0.1% |
| Other values (8360) | 8441 |
Most occurring characters
| Value | Count | Frequency (%) |
| I | 8470 | |
| L | 8470 | |
| _ | 8470 | |
| 3 | 6055 | 7.1% |
| 2 | 5984 | 7.1% |
| 9 | 5963 | 7.0% |
| 0 | 5957 | 7.0% |
| 5 | 5942 | 7.0% |
| 7 | 5925 | 7.0% |
| 1 | 5905 | 7.0% |
| Other values (3) | 17559 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 59290 | |
| Uppercase Letter | 16940 | 20.0% |
| Connector Punctuation | 8470 | 10.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 6055 | |
| 2 | 5984 | |
| 9 | 5963 | |
| 0 | 5957 | |
| 5 | 5942 | |
| 7 | 5925 | |
| 1 | 5905 | |
| 6 | 5889 | |
| 8 | 5864 | |
| 4 | 5806 |
Uppercase Letter
| Value | Count | Frequency (%) |
| I | 8470 | |
| L | 8470 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 8470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 67760 | |
| Latin | 16940 | 20.0% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| _ | 8470 | |
| 3 | 6055 | |
| 2 | 5984 | |
| 9 | 5963 | |
| 0 | 5957 | |
| 5 | 5942 | |
| 7 | 5925 | |
| 1 | 5905 | |
| 6 | 5889 | |
| 8 | 5864 |
Latin
| Value | Count | Frequency (%) |
| I | 8470 | |
| L | 8470 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 84700 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| I | 8470 | |
| L | 8470 | |
| _ | 8470 | |
| 3 | 6055 | 7.1% |
| 2 | 5984 | 7.1% |
| 9 | 5963 | 7.0% |
| 0 | 5957 | 7.0% |
| 5 | 5942 | 7.0% |
| 7 | 5925 | 7.0% |
| 1 | 5905 | 7.0% |
| Other values (3) | 17559 |
mel_class
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 8584 |
| Missing (%) | 98.3% |
| Memory size | 136.4 KiB |
| melanoma in situ | |
|---|---|
| invasive melanoma |
Length
| Max length | 17 |
|---|---|
| Median length | 16 |
| Mean length | 16.459459 |
| Min length | 16 |
Characters and Unicode
| Total characters | 2436 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | invasive melanoma |
|---|---|
| 2nd row | melanoma in situ |
| 3rd row | melanoma in situ |
| 4th row | melanoma in situ |
| 5th row | melanoma in situ |
Common Values
| Value | Count | Frequency (%) |
| melanoma in situ | 80 | 0.9% |
| invasive melanoma | 68 | 0.8% |
| (Missing) | 8584 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| melanoma | 148 | |
| in | 80 | |
| situ | 80 | |
| invasive | 68 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 364 | |
| m | 296 | |
| n | 296 | |
| i | 296 | |
| 228 | ||
| e | 216 | |
| l | 148 | |
| o | 148 | |
| s | 148 | |
| v | 136 | 5.6% |
| Other values (2) | 160 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2208 | |
| Space Separator | 228 | 9.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 364 | |
| m | 296 | |
| n | 296 | |
| i | 296 | |
| e | 216 | |
| l | 148 | |
| o | 148 | |
| s | 148 | |
| v | 136 | 6.2% |
| t | 80 | 3.6% |
Space Separator
| Value | Count | Frequency (%) |
| 228 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2208 | |
| Common | 228 | 9.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 364 | |
| m | 296 | |
| n | 296 | |
| i | 296 | |
| e | 216 | |
| l | 148 | |
| o | 148 | |
| s | 148 | |
| v | 136 | 6.2% |
| t | 80 | 3.6% |
Common
| Value | Count | Frequency (%) |
| 228 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2436 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 364 | |
| m | 296 | |
| n | 296 | |
| i | 296 | |
| 228 | ||
| e | 216 | |
| l | 148 | |
| o | 148 | |
| s | 148 | |
| v | 136 | 5.6% |
| Other values (2) | 160 |
mel_thick_mm
Real number (ℝ)
| Distinct | 22 |
|---|---|
| Distinct (%) | 22.4% |
| Missing | 8634 |
| Missing (%) | 98.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.44183673 |
| Minimum | 0 |
|---|---|
| Maximum | 7.3 |
| Zeros | 24 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 136.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.185 |
| median | 0.3 |
| Q3 | 0.4375 |
| 95-th percentile | 1.186 |
| Maximum | 7.3 |
| Range | 7.3 |
| Interquartile range (IQR) | 0.2525 |
Descriptive statistics
| Standard deviation | 0.80985979 |
|---|---|
| Coefficient of variation (CV) | 1.832939 |
| Kurtosis | 53.80721 |
| Mean | 0.44183673 |
| Median Absolute Deviation (MAD) | 0.135 |
| Skewness | 6.6127432 |
| Sum | 43.3 |
| Variance | 0.65587288 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 24 | 0.3% |
| 0.4 | 11 | 0.1% |
| 0.3 | 10 | 0.1% |
| 0.2 | 9 | 0.1% |
| 0.5 | 6 | 0.1% |
| 0.8 | 4 | < 0.1% |
| 0.25 | 4 | < 0.1% |
| 1.9 | 4 | < 0.1% |
| 0.24 | 4 | < 0.1% |
| 0.32 | 3 | < 0.1% |
| Other values (12) | 19 | 0.2% |
| (Missing) | 8634 |
| Value | Count | Frequency (%) |
| 0 | 24 | |
| 0.18 | 1 | < 0.1% |
| 0.2 | 9 | 0.1% |
| 0.24 | 4 | < 0.1% |
| 0.25 | 4 | < 0.1% |
| 0.29 | 2 | < 0.1% |
| 0.3 | 10 | |
| 0.32 | 3 | < 0.1% |
| 0.35 | 3 | < 0.1% |
| 0.37 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 7.3 | 1 | < 0.1% |
| 1.9 | 4 | |
| 1.06 | 3 | |
| 1 | 1 | < 0.1% |
| 0.8 | 4 | |
| 0.71 | 1 | < 0.1% |
| 0.7 | 1 | < 0.1% |
| 0.55 | 1 | < 0.1% |
| 0.5 | 6 | |
| 0.47 | 2 | < 0.1% |
mel_type
Categorical
IMBALANCE  MISSING 
| Distinct | 2 |
|---|---|
| Distinct (%) | 16.7% |
| Missing | 8720 |
| Missing (%) | 99.9% |
| Memory size | 136.4 KiB |
| superficial spreading melanoma | |
|---|---|
| lentigo maligna melanoma | 1 |
Length
| Max length | 30 |
|---|---|
| Median length | 30 |
| Mean length | 29.5 |
| Min length | 24 |
Characters and Unicode
| Total characters | 354 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 8.3% |
Sample
| 1st row | lentigo maligna melanoma |
|---|---|
| 2nd row | superficial spreading melanoma |
| 3rd row | superficial spreading melanoma |
| 4th row | superficial spreading melanoma |
| 5th row | superficial spreading melanoma |
Common Values
| Value | Count | Frequency (%) |
| superficial spreading melanoma | 11 | 0.1% |
| lentigo maligna melanoma | 1 | < 0.1% |
| (Missing) | 8720 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| melanoma | 12 | |
| superficial | 11 | |
| spreading | 11 | |
| lentigo | 1 | 2.8% |
| maligna | 1 | 2.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 48 | |
| e | 35 | |
| i | 35 | |
| l | 25 | 7.1% |
| m | 25 | 7.1% |
| n | 25 | 7.1% |
| 24 | 6.8% | |
| s | 22 | 6.2% |
| r | 22 | 6.2% |
| p | 22 | 6.2% |
| Other values (7) | 71 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 330 | |
| Space Separator | 24 | 6.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 48 | |
| e | 35 | |
| i | 35 | |
| l | 25 | |
| m | 25 | |
| n | 25 | |
| s | 22 | 6.7% |
| r | 22 | 6.7% |
| p | 22 | 6.7% |
| g | 13 | 3.9% |
| Other values (6) | 58 |
Space Separator
| Value | Count | Frequency (%) |
| 24 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 330 | |
| Common | 24 | 6.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 48 | |
| e | 35 | |
| i | 35 | |
| l | 25 | |
| m | 25 | |
| n | 25 | |
| s | 22 | 6.7% |
| r | 22 | 6.7% |
| p | 22 | 6.7% |
| g | 13 | 3.9% |
| Other values (6) | 58 |
Common
| Value | Count | Frequency (%) |
| 24 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 354 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 48 | |
| e | 35 | |
| i | 35 | |
| l | 25 | 7.1% |
| m | 25 | 7.1% |
| n | 25 | 7.1% |
| 24 | 6.8% | |
| s | 22 | 6.2% |
| r | 22 | 6.2% |
| p | 22 | 6.2% |
| Other values (7) | 71 |
mel_ulcer
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 8668 |
| Missing (%) | 99.3% |
| Memory size | 136.4 KiB |
| False | 54 |
|---|---|
| True | 10 |
| (Missing) |
| Value | Count | Frequency (%) |
| False | 54 | 0.6% |
| True | 10 | 0.1% |
| (Missing) | 8668 |
melanocytic
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 7869 |
| Missing (%) | 90.1% |
| Memory size | 136.4 KiB |
| True | 718 |
|---|---|
| False | 145 |
| (Missing) |
| Value | Count | Frequency (%) |
| True | 718 | 8.2% |
| False | 145 | 1.7% |
| (Missing) | 7869 |
nevus_type
Categorical
IMBALANCE  MISSING 
| Distinct | 5 |
|---|---|
| Distinct (%) | 4.3% |
| Missing | 8616 |
| Missing (%) | 98.7% |
| Memory size | 136.4 KiB |
| nevus NOS | |
|---|---|
| blue | 5 |
| combined | 4 |
| persistent/recurrent | 2 |
| spitz | 1 |
Length
| Max length | 20 |
|---|---|
| Median length | 9 |
| Mean length | 8.9051724 |
| Min length | 4 |
Characters and Unicode
| Total characters | 1033 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.9% |
Sample
| 1st row | blue |
|---|---|
| 2nd row | persistent/recurrent |
| 3rd row | combined |
| 4th row | nevus NOS |
| 5th row | nevus NOS |
Common Values
| Value | Count | Frequency (%) |
| nevus NOS | 104 | 1.2% |
| blue | 5 | 0.1% |
| combined | 4 | < 0.1% |
| persistent/recurrent | 2 | < 0.1% |
| spitz | 1 | < 0.1% |
| (Missing) | 8616 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| nevus | 104 | |
| nos | 104 | |
| blue | 5 | 2.3% |
| combined | 4 | 1.8% |
| persistent/recurrent | 2 | 0.9% |
| spitz | 1 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 121 | |
| n | 112 | |
| u | 111 | |
| s | 109 | |
| v | 104 | |
| 104 | ||
| N | 104 | |
| O | 104 | |
| S | 104 | |
| b | 9 | 0.9% |
| Other values (11) | 51 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 615 | |
| Uppercase Letter | 312 | |
| Space Separator | 104 | 10.1% |
| Other Punctuation | 2 | 0.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 121 | |
| n | 112 | |
| u | 111 | |
| s | 109 | |
| v | 104 | |
| b | 9 | 1.5% |
| r | 8 | 1.3% |
| i | 7 | 1.1% |
| t | 7 | 1.1% |
| c | 6 | 1.0% |
| Other values (6) | 21 | 3.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 104 | |
| O | 104 | |
| S | 104 |
Space Separator
| Value | Count | Frequency (%) |
| 104 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 2 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 927 | |
| Common | 106 | 10.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 121 | |
| n | 112 | |
| u | 111 | |
| s | 109 | |
| v | 104 | |
| N | 104 | |
| O | 104 | |
| S | 104 | |
| b | 9 | 1.0% |
| r | 8 | 0.9% |
| Other values (9) | 41 | 4.4% |
Common
| Value | Count | Frequency (%) |
| 104 | ||
| / | 2 | 1.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1033 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 121 | |
| n | 112 | |
| u | 111 | |
| s | 109 | |
| v | 104 | |
| 104 | ||
| N | 104 | |
| O | 104 | |
| S | 104 | |
| b | 9 | 0.9% |
| Other values (11) | 51 |
patient_id
Categorical
HIGH CARDINALITY  MISSING 
| Distinct | 931 |
|---|---|
| Distinct (%) | 11.0% |
| Missing | 262 |
| Missing (%) | 3.0% |
| Memory size | 136.4 KiB |
| IP_7279968 | 115 |
|---|---|
| IP_4382720 | 115 |
| IP_0656529 | 114 |
| IP_9147454 | 102 |
| IP_6245507 | 102 |
| Other values (926) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 84700 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 429 ? |
|---|---|
| Unique (%) | 5.1% |
Sample
| 1st row | IP_4906546 |
|---|---|
| 2nd row | IP_1218261 |
| 3rd row | IP_1770335 |
| 4th row | IP_1218261 |
| 5th row | IP_1218261 |
Common Values
| Value | Count | Frequency (%) |
| IP_7279968 | 115 | 1.3% |
| IP_4382720 | 115 | 1.3% |
| IP_0656529 | 114 | 1.3% |
| IP_9147454 | 102 | 1.2% |
| IP_6245507 | 102 | 1.2% |
| IP_1139701 | 102 | 1.2% |
| IP_4419570 | 102 | 1.2% |
| IP_3057277 | 102 | 1.2% |
| IP_1969685 | 100 | 1.1% |
| IP_2153088 | 92 | 1.1% |
| Other values (921) | 7424 | |
| (Missing) | 262 | 3.0% |
Length
| Value | Count | Frequency (%) |
| ip_7279968 | 115 | 1.4% |
| ip_4382720 | 115 | 1.4% |
| ip_0656529 | 114 | 1.3% |
| ip_4419570 | 102 | 1.2% |
| ip_3057277 | 102 | 1.2% |
| ip_9147454 | 102 | 1.2% |
| ip_1139701 | 102 | 1.2% |
| ip_6245507 | 102 | 1.2% |
| ip_1969685 | 100 | 1.2% |
| ip_2153088 | 92 | 1.1% |
| Other values (921) | 7424 |
Most occurring characters
| Value | Count | Frequency (%) |
| I | 8470 | |
| P | 8470 | |
| _ | 8470 | |
| 0 | 6388 | 7.5% |
| 5 | 6330 | 7.5% |
| 4 | 6207 | 7.3% |
| 8 | 6196 | 7.3% |
| 2 | 5908 | 7.0% |
| 7 | 5891 | 7.0% |
| 9 | 5745 | 6.8% |
| Other values (3) | 16625 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 59290 | |
| Uppercase Letter | 16940 | 20.0% |
| Connector Punctuation | 8470 | 10.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 6388 | |
| 5 | 6330 | |
| 4 | 6207 | |
| 8 | 6196 | |
| 2 | 5908 | |
| 7 | 5891 | |
| 9 | 5745 | |
| 6 | 5725 | |
| 3 | 5580 | |
| 1 | 5320 |
Uppercase Letter
| Value | Count | Frequency (%) |
| I | 8470 | |
| P | 8470 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 8470 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 67760 | |
| Latin | 16940 | 20.0% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| _ | 8470 | |
| 0 | 6388 | |
| 5 | 6330 | |
| 4 | 6207 | |
| 8 | 6196 | |
| 2 | 5908 | |
| 7 | 5891 | |
| 9 | 5745 | |
| 6 | 5725 | |
| 3 | 5580 |
Latin
| Value | Count | Frequency (%) |
| I | 8470 | |
| P | 8470 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 84700 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| I | 8470 | |
| P | 8470 | |
| _ | 8470 | |
| 0 | 6388 | 7.5% |
| 5 | 6330 | 7.5% |
| 4 | 6207 | 7.3% |
| 8 | 6196 | 7.3% |
| 2 | 5908 | 7.0% |
| 7 | 5891 | 7.0% |
| 9 | 5745 | 6.8% |
| Other values (3) | 16625 |
personal_hx_mm
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 19 |
| Missing (%) | 0.2% |
| Memory size | 136.4 KiB |
| True | |
|---|---|
| False | |
| (Missing) | 19 |
| Value | Count | Frequency (%) |
| True | 5256 | |
| False | 3457 | |
| (Missing) | 19 | 0.2% |
pixels_x
Real number (ℝ)
| Distinct | 209 |
|---|---|
| Distinct (%) | 2.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5305.6093 |
| Minimum | 85 |
|---|---|
| Maximum | 7360 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 136.4 KiB |
Quantile statistics
| Minimum | 85 |
|---|---|
| 5-th percentile | 1920 |
| Q1 | 6000 |
| median | 6000 |
| Q3 | 6000 |
| 95-th percentile | 6000 |
| Maximum | 7360 |
| Range | 7275 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1402.6993 |
|---|---|
| Coefficient of variation (CV) | 0.26438044 |
| Kurtosis | 2.474481 |
| Mean | 5305.6093 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -1.9231805 |
| Sum | 46328580 |
| Variance | 1967565.4 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6000 | 6564 | |
| 3264 | 605 | 6.9% |
| 5184 | 544 | 6.2% |
| 1920 | 325 | 3.7% |
| 3072 | 154 | 1.8% |
| 640 | 114 | 1.3% |
| 3024 | 94 | 1.1% |
| 4032 | 42 | 0.5% |
| 3872 | 35 | 0.4% |
| 2048 | 22 | 0.3% |
| Other values (199) | 233 | 2.7% |
| Value | Count | Frequency (%) |
| 85 | 1 | |
| 166 | 1 | |
| 169 | 1 | |
| 170 | 1 | |
| 187 | 1 | |
| 190 | 1 | |
| 229 | 1 | |
| 239 | 1 | |
| 253 | 1 | |
| 257 | 1 |
| Value | Count | Frequency (%) |
| 7360 | 1 | < 0.1% |
| 6000 | 6564 | |
| 5472 | 1 | < 0.1% |
| 5184 | 544 | 6.2% |
| 4608 | 2 | < 0.1% |
| 4128 | 1 | < 0.1% |
| 4032 | 42 | 0.5% |
| 3872 | 35 | 0.4% |
| 3390 | 1 | < 0.1% |
| 3333 | 1 | < 0.1% |
pixels_y
Real number (ℝ)
| Distinct | 204 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3588.598 |
| Minimum | 85 |
|---|---|
| Maximum | 4912 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 136.4 KiB |
Quantile statistics
| Minimum | 85 |
|---|---|
| 5-th percentile | 1080 |
| Q1 | 4000 |
| median | 4000 |
| Q3 | 4000 |
| 95-th percentile | 4000 |
| Maximum | 4912 |
| Range | 4827 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 879.74804 |
|---|---|
| Coefficient of variation (CV) | 0.2451509 |
| Kurtosis | 3.7582784 |
| Mean | 3588.598 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.189584 |
| Sum | 31335638 |
| Variance | 773956.61 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4000 | 6564 | |
| 2448 | 606 | 6.9% |
| 3456 | 544 | 6.2% |
| 1080 | 325 | 3.7% |
| 2304 | 154 | 1.8% |
| 480 | 115 | 1.3% |
| 4032 | 94 | 1.1% |
| 3024 | 41 | 0.5% |
| 2592 | 36 | 0.4% |
| 1536 | 22 | 0.3% |
| Other values (194) | 231 | 2.6% |
| Value | Count | Frequency (%) |
| 85 | 1 | |
| 150 | 1 | |
| 170 | 1 | |
| 180 | 1 | |
| 186 | 1 | |
| 199 | 1 | |
| 203 | 1 | |
| 214 | 1 | |
| 228 | 1 | |
| 232 | 1 |
| Value | Count | Frequency (%) |
| 4912 | 1 | < 0.1% |
| 4032 | 94 | 1.1% |
| 4000 | 6564 | |
| 3872 | 1 | < 0.1% |
| 3694 | 1 | < 0.1% |
| 3648 | 1 | < 0.1% |
| 3598 | 1 | < 0.1% |
| 3456 | 544 | 6.2% |
| 3402 | 1 | < 0.1% |
| 3247 | 1 | < 0.1% |
sex
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 136.4 KiB |
| female | |
|---|---|
| male |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.0122552 |
| Min length | 4 |
Characters and Unicode
| Total characters | 43762 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | male |
|---|---|
| 2nd row | male |
| 3rd row | female |
| 4th row | male |
| 5th row | male |
Common Values
| Value | Count | Frequency (%) |
| female | 4419 | |
| male | 4312 | |
| (Missing) | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 4419 | |
| male | 4312 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 13150 | |
| m | 8731 | |
| a | 8731 | |
| l | 8731 | |
| f | 4419 | 10.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 43762 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 13150 | |
| m | 8731 | |
| a | 8731 | |
| l | 8731 | |
| f | 4419 | 10.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 43762 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 13150 | |
| m | 8731 | |
| a | 8731 | |
| l | 8731 | |
| f | 4419 | 10.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 43762 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 13150 | |
| m | 8731 | |
| a | 8731 | |
| l | 8731 | |
| f | 4419 | 10.1% |
mel_mitotic_index
Categorical
CONSTANT  MISSING 
| Distinct | 1 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 8731 |
| Missing (%) | > 99.9% |
| Memory size | 136.4 KiB |
| 0/mm^2 |
|---|
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 6 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 0/mm^2 |
|---|
Common Values
| Value | Count | Frequency (%) |
| 0/mm^2 | 1 | < 0.1% |
| (Missing) | 8731 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0/mm^2 | 1 |
Most occurring characters
| Value | Count | Frequency (%) |
| m | 2 | |
| 0 | 1 | |
| / | 1 | |
| ^ | 1 | |
| 2 | 1 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 2 | |
| Decimal Number | 2 | |
| Other Punctuation | 1 | |
| Modifier Symbol | 1 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 2 | 1 |
Lowercase Letter
| Value | Count | Frequency (%) |
| m | 2 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 1 |
Modifier Symbol
| Value | Count | Frequency (%) |
| ^ | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4 | |
| Latin | 2 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1 | |
| / | 1 | |
| ^ | 1 | |
| 2 | 1 |
Latin
| Value | Count | Frequency (%) |
| m | 2 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| m | 2 | |
| 0 | 1 | |
| / | 1 | |
| ^ | 1 | |
| 2 | 1 |
| Unnamed: 0 | isic_id | attribution | copyright_license | acquisition_day | age_approx | anatom_site_general | benign_malignant | clin_size_long_diam_mm | dermoscopic_type | diagnosis | diagnosis_confirm_type | family_hx_mm | image_type | lesion_id | mel_class | mel_thick_mm | mel_type | mel_ulcer | melanocytic | nevus_type | patient_id | personal_hx_mm | pixels_x | pixels_y | sex | mel_mitotic_index | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | ISIC_3079785 | Hospital Italiano de Buenos Aires | CC-BY-NC | NaN | 45 | lower extremity | benign | NaN | contact polarized | nevus | histopathology | False | dermoscopic | IL_3797557 | NaN | NaN | NaN | NaN | NaN | NaN | IP_4906546 | False | 640 | 480 | male | NaN |
| 1 | 1 | ISIC_2107859 | Hospital Italiano de Buenos Aires | CC-BY-NC | NaN | 65 | head/neck | malignant | NaN | NaN | melanoma | histopathology | False | clinical | IL_3211111 | NaN | NaN | NaN | NaN | NaN | NaN | IP_1218261 | True | 1274 | 2620 | male | NaN |
| 2 | 2 | ISIC_3443621 | Hospital Italiano de Buenos Aires | CC-BY-NC | NaN | 85 | head/neck | benign | NaN | contact polarized | solar lentigo | histopathology | False | dermoscopic | IL_3949403 | NaN | NaN | NaN | NaN | NaN | NaN | IP_1770335 | False | 640 | 480 | female | NaN |
| 3 | 3 | ISIC_2368449 | Hospital Italiano de Buenos Aires | CC-BY-NC | NaN | 65 | head/neck | malignant | NaN | contact polarized | melanoma | histopathology | False | dermoscopic | IL_3211111 | NaN | NaN | NaN | NaN | NaN | NaN | IP_1218261 | True | 1488 | 3059 | male | NaN |
| 4 | 4 | ISIC_0094098 | Hospital Italiano de Buenos Aires | CC-BY-NC | NaN | 65 | posterior torso | malignant | NaN | NaN | melanoma | histopathology | False | clinical | IL_6961144 | NaN | NaN | NaN | NaN | NaN | NaN | IP_1218261 | True | 855 | 661 | male | NaN |
| 5 | 5 | ISIC_1452632 | Hospital Italiano de Buenos Aires | CC-BY-NC | NaN | 65 | posterior torso | malignant | NaN | contact polarized | melanoma | histopathology | False | dermoscopic | IL_6961144 | NaN | NaN | NaN | NaN | NaN | NaN | IP_1218261 | True | 4032 | 1960 | male | NaN |
| 6 | 6 | ISIC_9098311 | Hospital Italiano de Buenos Aires | CC-BY-NC | NaN | 65 | head/neck | malignant | NaN | NaN | melanoma | histopathology | False | clinical | IL_6841868 | NaN | NaN | NaN | NaN | NaN | NaN | IP_5804995 | True | 2358 | 2178 | male | NaN |
| 7 | 7 | ISIC_8786983 | Hospital Italiano de Buenos Aires | CC-BY-NC | NaN | 65 | head/neck | malignant | NaN | contact polarized | melanoma | histopathology | False | dermoscopic | IL_6841868 | NaN | NaN | NaN | NaN | NaN | NaN | IP_5804995 | True | 4032 | 3024 | male | NaN |
| 8 | 8 | ISIC_8793798 | Hospital Italiano de Buenos Aires | CC-BY-NC | NaN | 60 | NaN | malignant | NaN | NaN | melanoma | histopathology | False | clinical | IL_3601366 | NaN | NaN | NaN | NaN | NaN | NaN | IP_0240453 | True | 239 | 199 | female | NaN |
| 9 | 9 | ISIC_4326975 | Hospital Italiano de Buenos Aires | CC-BY-NC | NaN | 60 | NaN | malignant | NaN | contact polarized | melanoma | histopathology | False | dermoscopic | IL_3601366 | NaN | NaN | NaN | NaN | NaN | NaN | IP_0240453 | True | 435 | 441 | female | NaN |
| Unnamed: 0 | isic_id | attribution | copyright_license | acquisition_day | age_approx | anatom_site_general | benign_malignant | clin_size_long_diam_mm | dermoscopic_type | diagnosis | diagnosis_confirm_type | family_hx_mm | image_type | lesion_id | mel_class | mel_thick_mm | mel_type | mel_ulcer | melanocytic | nevus_type | patient_id | personal_hx_mm | pixels_x | pixels_y | sex | mel_mitotic_index | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10003 | 3595 | ISIC_4608393 | The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre | CC-BY | 394.0 | 70 | upper extremity | benign | NaN | contact non-polarized | NaN | serial imaging showing no change | True | dermoscopic | IL_3429390 | NaN | NaN | NaN | NaN | NaN | NaN | IP_7651325 | True | 6000 | 4000 | female | NaN |
| 10004 | 3596 | ISIC_2362404 | The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre | CC-BY | 394.0 | 70 | upper extremity | benign | NaN | contact non-polarized | NaN | serial imaging showing no change | True | dermoscopic | IL_6417209 | NaN | NaN | NaN | NaN | NaN | NaN | IP_7651325 | True | 6000 | 4000 | female | NaN |
| 10005 | 3597 | ISIC_8285182 | The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre | CC-BY | 394.0 | 70 | upper extremity | benign | NaN | contact non-polarized | NaN | serial imaging showing no change | True | dermoscopic | IL_9141269 | NaN | NaN | NaN | NaN | NaN | NaN | IP_7651325 | True | 6000 | 4000 | female | NaN |
| 10006 | 3598 | ISIC_2638179 | The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre | CC-BY | 394.0 | 70 | lower extremity | benign | NaN | contact non-polarized | NaN | serial imaging showing no change | True | dermoscopic | IL_6768019 | NaN | NaN | NaN | NaN | NaN | NaN | IP_7651325 | True | 6000 | 4000 | female | NaN |
| 10007 | 3599 | ISIC_6284722 | The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre | CC-BY | 394.0 | 70 | lower extremity | benign | NaN | contact non-polarized | NaN | serial imaging showing no change | True | dermoscopic | IL_8087895 | NaN | NaN | NaN | NaN | NaN | NaN | IP_7651325 | True | 6000 | 4000 | female | NaN |
| 10008 | 3600 | ISIC_8732572 | The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre | CC-BY | 394.0 | 70 | lower extremity | benign | NaN | contact non-polarized | NaN | serial imaging showing no change | True | dermoscopic | IL_1017997 | NaN | NaN | NaN | NaN | NaN | NaN | IP_7651325 | True | 6000 | 4000 | female | NaN |
| 10009 | 3601 | ISIC_0707446 | The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre | CC-BY | 394.0 | 70 | lower extremity | benign | NaN | contact non-polarized | NaN | serial imaging showing no change | True | dermoscopic | IL_2580397 | NaN | NaN | NaN | NaN | NaN | NaN | IP_7651325 | True | 6000 | 4000 | female | NaN |
| 10010 | 3602 | ISIC_8021069 | The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre | CC-BY | 394.0 | 70 | lower extremity | benign | NaN | contact non-polarized | NaN | serial imaging showing no change | True | dermoscopic | IL_4724384 | NaN | NaN | NaN | NaN | NaN | NaN | IP_7651325 | True | 6000 | 4000 | female | NaN |
| 10011 | 3603 | ISIC_6721280 | The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre | CC-BY | 394.0 | 70 | lower extremity | benign | NaN | contact non-polarized | NaN | serial imaging showing no change | True | dermoscopic | IL_0309191 | NaN | NaN | NaN | NaN | NaN | NaN | IP_7651325 | True | 6000 | 4000 | female | NaN |
| 10012 | 3604 | ISIC_9354947 | The University of Queensland Diamantina Institute, The University of Queensland, Dermatology Research Centre | CC-BY | 394.0 | 70 | lower extremity | benign | NaN | contact non-polarized | NaN | serial imaging showing no change | True | dermoscopic | IL_6859221 | NaN | NaN | NaN | NaN | NaN | NaN | IP_7651325 | True | 6000 | 4000 | female | NaN |